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πŸ€– Building intelligent systems with AI & ML
:electron:
πŸ€– Building intelligent systems with AI & ML

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pratyush-max/README.md

Neon Divider

🧠 SYSTEM_IDENTITY // OVERVIEW

Greetings, explorer. I am Pratyush Pratim Thakur, an AI/ML developer focused on computer vision, deep learning architectures, and scalable machine intelligence systems.

Currently pursuing a B.Tech in CSE (Artificial Intelligence & Machine Learning), I build real-world computer vision pipelines, train deep learning networks, and construct MLOps frameworks to deploy models efficiently. My mission is to develop robust algorithms that can perceive, learn, and scale.


⚑ SYSTEM SPECIFICATIONS

🟒 PRIMARY CORE: Computer Vision & Deep Learning πŸ”΅ CADENCE: Building Real-world AI Applications
🟒 ACADEMIC SUB-SECTOR: B.Tech CSE (AI & ML) πŸ”΅ CURRENT_VECTOR: Deep Learning & MLOps
🟒 TARGET_OBJECTIVE: AI Engineer // Researcher πŸ”΅ STATUS: Active // Ready for Deployment

Neon Divider

πŸ› οΈ COGNITIVE_TOOLKIT // STACK


Animated Tech Stack

Neon Divider

πŸ“Š CORE_MATRIX // DIAGNOSTICS


Skills Diagnostics Dashboard
[ View Plaintext Calibration Data ]
PYTHON CORE β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‘ 95%
TENSORFLOW β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‘β–‘β–‘β–‘ 80%
OPENCV VISION β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‘β–‘ 90%
MACHINE LEARNING β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‘β–‘ 90%
DEEP LEARNING β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‘β–‘β–‘β–‘β–‘ 75%

Neon Divider

πŸš€ FEATURED_DEPLOYMENTS // ARCHIVES


Surveillance System Stock Forecasting

ML Classification Clustering Analytics

AI Pick and Place Robot KRMU AI Chat Assistant

Online Shoppers Prediction Urban Fork Fine Dining


[ View Technical Specifications for Projects ]
DEPLOYMENT_ID ARCHITECTURAL_PARADIGM METRICS_STATUS
01 // SURVEILLANCE_AI Background subtraction algorithms, frame differences, and contours detection linked to security triggers. 98.4% Frame Recall
02 // FORECAST_LSTM Stacked LSTM networks combined with ARIMA models to analyze linear trends and non-linear patterns. 0.024 RMSE Val
03 // NEURAL_CLASSIFIER Gradient Boosting Machines, Random Forests, and custom neural classifier pipelines. 96.8% Accuracy
04 // CLUSTER_ANALYTICS K-Means clustering, DBSCAN algorithms, and t-SNE dimensionality reduction for data segmentation. 0.74 Silhouette Score
05 // ROBOTIC_ARM_AI Computer Vision detection of objects with coordinate maps coupled to robotic arm actuators. Real-time Kinematics
06 // KRMU_AI_AGENT Enterprise RAG pipeline, Groq Llama-3.3 LLM, vector semantic search, next.js UI, ElevenLabs TTS. 50ms RAG Latency
07 // SHOPPER_PREDICT Random Forest and XGBoost classifiers predicting online shopper session purchase intent. 89.2% Accuracy
08 // URBAN_FORK Immersive luxury fine dining web portal with Lenis scroll, GSAP orchestration, and NextJS 16. 60fps+ Smooth Scroll

Neon Divider

πŸ“Š GITHUB_ANALYTICS // STATISTICS


Streak Stats


Activity Graph



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🐍 NEURAL_MATRIX // CONTRIBUTION_FLOW


Contribution Snake



[ Config: GitHub Actions Snake Generator ]
<p style="color: #00F7FF; margin-top: 10px; font-family: 'Courier New', monospace; font-size: 12px;">Copy the configuration below and save it as <code>.github/workflows/generate-snake.yml</code> to run the automated snake grid generator:</p>
name: Generate Snake Animation

on:
  schedule: # Execute once every 24 hours
    - cron: "0 0 * * *"
  workflow_dispatch:
  push:
    branches:
      - main

jobs:
  generate:
    runs-on: ubuntu-latest
    timeout-minutes: 10
    
    steps:
      - name: Generate Contribution Snake
        uses: Platane/snk/svg-only@v3
        with:
          github_user_name: pratyush-max
          outputs: |
            dist/github-contribution-grid-snake.svg
            dist/github-contribution-grid-snake-dark.svg?palette=github-dark&amp;color_snake=%2300F7FF&amp;color_dots=%23161b22,%230e4429,%23006d32,%2326a641,%2339d353
            
      - name: Push Snake SVG to Output Branch
        uses: crazy-max/ghaction-github-pages@v5
        with:
          target_branch: output
          build_dir: dist
        env:
          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}

Neon Divider

🎡 AUDIO_MATRIX // NOW_PLAYING


Spotify Player Mockup

Neon Divider

🧠 CURRENT_LEARNING

  • πŸš€ MLOps Frameworks: DVC, MLflow, Weights & Biases
  • πŸ”₯ Advanced DL: Transformers, Generative AI Models
  • ⚑ Performance Tuning: CUDA acceleration in PyTorch
  • πŸ€– Edge Architectures: TensorRT deployment optimization

🎯 2026_GOALS_TIMELINE

βœ” Learn Deep Learning Architecture
βœ” Master PyTorch Tensor Operations
⬜ Learn MLOps Production Cycles
⬜ Deploy Real-world AI Models to AWS
⬜ Contribute to Mainstream Open Source AI

Neon Divider

AI Cognition Quote

Neon Divider

Futuristic AI Coding

πŸ”‹ POWER_THE_CORE

If you find my predictive models or vision matrices valuable, consider fueling my cognitive circuits with caffeine:


Buy Me A Coffee

Ko-Fi Support



Footer Wave

Β© 2026 PRATYUSH PRATIM THAKUR // SECURED BY QUANTUM_CRYPTO_CORE // ALL RIGHTS RESERVED

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